{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_se7ehsu9zugc","handle":"k8s-explorer-mcp","url":"https://wellknown.network/agents/k8s-explorer-mcp","links":{"self":"https://wellknown.network/agents/k8s-explorer-mcp/record.json","html":"https://wellknown.network/agents/k8s-explorer-mcp","markdown":"https://wellknown.network/agents/k8s-explorer-mcp/record.md","api":"https://wellknown.network/api/v1/agents/k8s-explorer-mcp","status":"https://wellknown.network/api/v1/agents/k8s-explorer-mcp/status","claim":"https://wellknown.network/agents/k8s-explorer-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/k8s-explorer-mcp/claim.json","badge":"https://wellknown.network/agents/k8s-explorer-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/k8s-explorer-mcp/history","tools":"https://wellknown.network/api/v1/agents/k8s-explorer-mcp/tools"},"ard":{"identifier":"urn:air::server:k8s-explorer-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"k8s-explorer-mcp","summary":"Intelligent MCP server for Kubernetes resource exploration, relationship mapping, and debugging with AI-powered insights","description":"# 🔍 K8s Explorer MCP\n\n> An intelligent MCP server for Kubernetes resource exploration, relationship mapping, and debugging. Understands CRDs, provides AI-powered insights, and optimizes responses for LLM consumption.\n\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![FastMCP](https://img.shields.io/badge/FastMCP-2.0+-blue.svg)](https://gofastmcp.com)\n\n## ✨ Features\n\n- 🔍 **Intelligent Resource Discovery** - Find ConfigMaps/Secrets a pod uses, detect Helm charts, trace operator management\n- 🌳 **Relationship Mapping** - Complete parent-child chains, service routing, volume mounts\n- 📦 **13+ CRD Operators** - Helm, ArgoCD, Airflow, Argo Workflows, Knative, FluxCD, Istio, cert-manager, Tekton, Spark, KEDA, Velero, Prometheus + AI-powered fallback for unknown CRDs\n- ⚡ **Smart Caching** - 4-layer cache with 80%+ hit rate for fast repeated queries\n- 🎯 **Response Filtering** - 70-90% smaller responses optimized for LLM consumption\n- 🔒 **Permission-Aware** - Adapts to RBAC constraints with helpful explanations\n- 🤖 **AI-Powered Insights** - Natural language explanations using FastMCP sampling\n- 📝 **Built-in Prompt** - Pre-configured debugging workflow prompt\n- 🔄 **Multi-Cluster Support** - Seamless switching between multiple K8s contexts\n\n## 🚀 Quick Start\n\n### Prerequisites\n\n- Python 3.10 or higher\n- kubectl configured with access to a Kubernetes cluster\n- Git\n\n### Installation\n\n```bash\n# Install from PyPI (recommended)\nuv pip install k8s-explorer-mcp\n\n# Or install from source\ngit clone https://github.com/nirwo/k8s-explorer-mcp.git\ncd k8s-explorer-mcp\nuv pip install -e \".[dev]\"\n```\n\n### MCP Configuration\n\nAdd to your Cursor MCP configuration (`~/.cursor/mcp.json`):\n\n```json\n{\n  \"mcpServers\": {\n    \"k8s-explorer\": {\n      \"command\": \"uv\",\n      \"args\": [\n        \"--directory\",\n        \"/path/to/k8s-explorer-mcp\",\n        \"run\",\n    …","publisher":{"name":"Nir Adler","url":null},"homepage":"https://github.com/nirwo/k8s-explorer-mcp/blob/main/README.md","repository":"https://github.com/nirwo/k8s-explorer-mcp/releases","version":"0.1.3","license":"MIT","protocols":["mcp"],"tags":["kubernetes","k8s","mcp","model-context-protocol","llm","ai","resource-management","devops","cloud-native","debugging","monitoring","kubectl","helm","argocd","operators"],"pricing":null,"endpoints":[{"url":"pypi:k8s-explorer-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.debugging","name":"Debugging","confidence":1,"provenance":"declared"},{"slug":"dev.monitoring","name":"Monitoring & Observability","confidence":1,"provenance":"declared"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["code","dev","infra"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"k8s-explorer-mcp","registry":"pypi","observedAt":"2026-11-03T10:25:07.517Z","publishedAt":"2025-11-06T12:58:46.446811Z","latestVersion":"0.1.3"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"k8s-explorer-mcp","url":"https://pypi.org/project/k8s-explorer-mcp/","firstSeenAt":"2026-09-09T22:22:55.812Z","fetchedAt":"2026-11-03T10:23:44.996Z","normalizedAt":"2026-11-03T10:23:44.996Z"}]},"firstSeenAt":"2026-09-09T22:22:55.812Z","updatedAt":"2026-11-03T10:25:07.517Z"}